{"id":"W2744054571","doi":"10.1016/j.ygyno.2017.08.006","title":"Neoadjuvant chemotherapy and chemotherapy cycle number: A national multicentre study","year":2017,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Public Health Ontario; University of Toronto; University Health Network; University of Manitoba; Princess Margaret Cancer Centre; Western University","funders":"Partenariat Canadien Contre Le Cancer","keywords":"Medicine; Chemotherapy; Regimen; Internal medicine; Oncology; Ovarian cancer; Serous fluid; Chemotherapy regimen; Ovarian carcinoma; Stage (stratigraphy); Retrospective cohort study; Surgery; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003136405,0.000202169,0.0005157036,0.00004094157,0.000364482,0.00005190189,0.0001517401,0.0001786068,0.001759523],"category_scores_gemma":[0.0002195549,0.0001552421,0.00007629124,0.00003732892,0.0001745819,0.00007950097,0.00007391952,0.0001656079,0.0001341543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000458939,"about_ca_system_score_gemma":0.0002340307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001530272,"about_ca_topic_score_gemma":0.0003111043,"domain_scores_codex":[0.9987057,0.00006636441,0.0002477511,0.0004594992,0.0002108876,0.0003097902],"domain_scores_gemma":[0.9988368,0.0002547798,0.0002255115,0.0004029648,0.0001248204,0.0001551787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003496176,0.004734852,0.7908931,0.00001247217,0.0003618318,0.0002983333,0.0009849523,0.000001920108,0.00005058694,0.0002473649,0.002979629,0.1990853],"study_design_scores_gemma":[0.01793365,0.002517974,0.9173865,0.00001146397,0.0001036583,0.00008628285,0.0004145734,0.0001452888,0.00007651195,0.0006290205,0.06055352,0.0001415347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446355,0.000107531,0.000004828341,0.02629056,0.0003638817,0.001240816,0.000009362437,0.00005985428,0.02728775],"genre_scores_gemma":[0.9919367,0.0005567435,0.001524153,0.004710508,0.0002380167,0.0002214588,0.000007593991,0.00002092784,0.0007838613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1989437,"threshold_uncertainty_score":0.999153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02901957411004339,"score_gpt":0.3794712618092702,"score_spread":0.3504516876992268,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}